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Deterministic Workflow v2.0

From Schema to Structured Infrastructure.

DevXStream follows a deterministic pipeline — importing structure, enforcing architecture, generating layered code, and preparing production-ready systems.

A Controlled Generation Pipeline.

Every backend generated by DevXStream passes through a structured sequence. Each stage enforces architectural rules before proceeding to the next.

Import
Configure
Validate
Generate
Extend
Deploy
01

Import Schema.

Upload SQL files or connect directly to an existing database. DevXStream parses entities, relationships, and constraints automatically.

  • SQL file upload (.sql)
  • Direct database connection (Postgres, MySQL, SQL Server)
  • Multi-database support
  • Deep relationship inference (FKs, Join Tables)
schema_preview.sql
1CREATE TABLE users (
2 id UUID PRIMARY KEY,
3 email VARCHAR(255) UNIQUE NOT NULL,
4 role VARCHAR(50) DEFAULT 'user',
5 created_at TIMESTAMP DEFAULT NOW()
6);
7
8CREATE TABLE orders (
9 id UUID PRIMARY KEY,
10 user_id UUID REFERENCES users(id),
11 total DECIMAL(10,2) NOT NULL
12);
> Parsing schema... 2 Entities detected.
Architecture
Clean Architecture
Vertical Slice
Modular Monolith
Microservices
Features
Auth
Caching
Logging
Live Structure Preview
Domain Layer
Application Layer
Infrastructure
02

Define Architectural Boundaries.

Select enforced structure and operational features before generation. Control the shape of your system with precision.

Clean Architecture
Separation of concerns
Modular Monolith
Domain-driven boundaries
  • Enterprise-grade Authentication
  • Multi-tenancy Support
  • Centralized Validation
03

Pre-Generation Validation.

Before code generation begins, DevXStream validates structural integrity. We catch architectural violations before they become code.

  • Entity consistency checks
  • Naming conventions enforcement
  • Dependency rule validation
  • Security boundary confirmation
Error: Circular Dependency Detected
Module 'Orders' cannot depend on 'Inventory' if 'Inventory' depends on 'Orders'.
Validation Passed
All architectural boundaries respected. Ready for generation.
/src/generated-output Read-only
  • src
  • Domain
  • User.cs
  • Order.cs
  • Application
  • Commands
  • CreateOrderCommand.cs
  • Infrastructure
  • Persistence
  • API
  • Controllers
04

Generate Structured Output.

The deterministic engine produces layered backend systems with strict boundaries. Identical input produces identical output, every time. No randomness.

Domain Entities

Rich domain models with encapsulation.

CQRS Handlers

Separated read and write logic.

Infrastructure

EF Core configurations & repos.

API Controllers

Standardized endpoints & Swagger.

05

Extend Without Breaking Structure.

Developers add custom logic through defined extension points. Regeneration does not overwrite manual code. This ensures long-term maintainability.

  • Partial Classes

    Extend generated classes in separate files.

  • Interface Injection

    Swap implementations without touching core logic.

  • Protected Regions

    Safe zones for custom business logic.

Generated Core (Locked)
Your Extension Logic
Docker
AWS
Azure
> terraform apply -auto-approve
06

Prepared for Deployment.

Generated systems are immediately compatible with containerized and cloud environments. Infrastructure-as-code is optional but recommended.

  • Docker-ready structure (Dockerfile & Compose)
  • CI/CD compatibility (GitHub Actions / GitLab CI)
  • Environment separation (Dev, Staging, Prod)
  • Cloud alignment (Azure App Service, AWS ECS)

AI — Within Boundaries.

AI can suggest entities and modules. The deterministic engine enforces final structure. AI assists ideation; Architecture governs output.

No hallucinations in production code.

Regenerate Without Drift.

Systems evolve. DevXStream allows regeneration without breaking architectural boundaries or overwriting protected extensions. This is a core differentiator.

Safe Updates Schema Sync Legacy Modernization

Structured Systems. Predictable Outcomes.

DevXStream is not a scaffolding tool. It is a structured backend pipeline with enforced architectural integrity.